{"id":"https://openalex.org/W4395659617","doi":"https://doi.org/10.1088/2634-4386/ad4411","title":"Benchmarking of hardware-efficient real-time neural decoding in brain\u2013computer interfaces","display_name":"Benchmarking of hardware-efficient real-time neural decoding in brain\u2013computer interfaces","publication_year":2024,"publication_date":"2024-04-26","ids":{"openalex":"https://openalex.org/W4395659617","doi":"https://doi.org/10.1088/2634-4386/ad4411"},"language":"en","primary_location":{"id":"doi:10.1088/2634-4386/ad4411","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2634-4386/ad4411","pdf_url":null,"source":{"id":"https://openalex.org/S4210212933","display_name":"Neuromorphic Computing and Engineering","issn_l":"2634-4386","issn":["2634-4386"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neuromorphic Computing and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1088/2634-4386/ad4411","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093252380","display_name":"Paul Hueber","orcid":"https://orcid.org/0009-0002-7800-8590"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paul Hueber","raw_affiliation_strings":["- University of"],"affiliations":[{"raw_affiliation_string":"- University of","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037310533","display_name":"Guangzhi Tang","orcid":"https://orcid.org/0000-0002-0204-9225"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guangzhi Tang","raw_affiliation_strings":["- University of"],"affiliations":[{"raw_affiliation_string":"- University of","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052483328","display_name":"Manolis Sifalakis","orcid":"https://orcid.org/0000-0002-0949-2094"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manolis Sifalakis","raw_affiliation_strings":["- University of"],"affiliations":[{"raw_affiliation_string":"- University of","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081378076","display_name":"Hua-Peng Liaw","orcid":"https://orcid.org/0009-0003-4721-3556"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hua-Peng Liaw","raw_affiliation_strings":["- University of"],"affiliations":[{"raw_affiliation_string":"- University of","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104132829","display_name":"Aurora Micheli","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aurora Micheli","raw_affiliation_strings":["- University of"],"affiliations":[{"raw_affiliation_string":"- University of","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029574421","display_name":"Nergis T\u00f6men","orcid":"https://orcid.org/0000-0003-3916-1859"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nergis Tomen","raw_affiliation_strings":["- University of"],"affiliations":[{"raw_affiliation_string":"- University of","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014768168","display_name":"Yao\u2010Hong Liu","orcid":"https://orcid.org/0000-0002-3256-6741"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yao-Hong Liu","raw_affiliation_strings":["- University of"],"affiliations":[{"raw_affiliation_string":"- University of","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5014768168"],"corresponding_institution_ids":[],"apc_list":{"value":2000,"currency":"GBP","value_usd":2453},"apc_paid":{"value":2000,"currency":"GBP","value_usd":2453},"fwci":2.6709,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.89624323,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"4","issue":"2","first_page":"024008","last_page":"024008"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.8419052362442017},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.737310528755188},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7169785499572754},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.5026893615722656},{"id":"https://openalex.org/keywords/brain\u2013computer-interface","display_name":"Brain\u2013computer interface","score":0.4934336245059967},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.46475592255592346},{"id":"https://openalex.org/keywords/neural-decoding","display_name":"Neural decoding","score":0.4291585683822632},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4193773865699768},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3764021694660187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25616616010665894},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1869029998779297},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1622486412525177},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.11942631006240845},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08086448907852173}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.8419052362442017},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.737310528755188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7169785499572754},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.5026893615722656},{"id":"https://openalex.org/C173201364","wikidata":"https://www.wikidata.org/wiki/Q897410","display_name":"Brain\u2013computer interface","level":3,"score":0.4934336245059967},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.46475592255592346},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.4291585683822632},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4193773865699768},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3764021694660187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25616616010665894},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1869029998779297},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1622486412525177},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.11942631006240845},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08086448907852173},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1088/2634-4386/ad4411","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2634-4386/ad4411","pdf_url":null,"source":{"id":"https://openalex.org/S4210212933","display_name":"Neuromorphic Computing and Engineering","issn_l":"2634-4386","issn":["2634-4386"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neuromorphic Computing and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:842cc39ed65442ddbbc4f8c9a9e2f324","is_oa":true,"landing_page_url":"https://doaj.org/article/842cc39ed65442ddbbc4f8c9a9e2f324","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Neuromorphic Computing and Engineering, Vol 4, Iss 2, p 024008 (2024)","raw_type":"article"},{"id":"pmh:oai:tudelft.nl:uuid:b818814e-4c34-43bd-8808-1b1f038dd8c0","is_oa":true,"landing_page_url":"http://resolver.tudelft.nl/uuid:b818814e-4c34-43bd-8808-1b1f038dd8c0","pdf_url":null,"source":{"id":"https://openalex.org/S4306400906","display_name":"Research Repository (Delft University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98358874","host_organization_name":"Delft University of Technology","host_organization_lineage":["https://openalex.org/I98358874"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.1088/2634-4386/ad4411","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2634-4386/ad4411","pdf_url":null,"source":{"id":"https://openalex.org/S4210212933","display_name":"Neuromorphic Computing and Engineering","issn_l":"2634-4386","issn":["2634-4386"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neuromorphic Computing and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8500000238418579,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G376916188","display_name":"Intranet of Neurons: A Minimally-invasive and High-capacity Transcranial Telemetry Network for Large-scale Brain-wide Neural Recordings","funder_award_id":"101001448","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4956428346","display_name":null,"funder_award_id":"Horizon 2020 research and innovatio","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8051717526","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W110250108","https://openalex.org/W1273318020","https://openalex.org/W1631637052","https://openalex.org/W1645800954","https://openalex.org/W1749494163","https://openalex.org/W1815076433","https://openalex.org/W1882885596","https://openalex.org/W1999085092","https://openalex.org/W2006370340","https://openalex.org/W2011139112","https://openalex.org/W2018255768","https://openalex.org/W2062317132","https://openalex.org/W2077630355","https://openalex.org/W2087185095","https://openalex.org/W2098366275","https://openalex.org/W2107878631","https://openalex.org/W2109340646","https://openalex.org/W2117151438","https://openalex.org/W2146377664","https://openalex.org/W2164031120","https://openalex.org/W2258378026","https://openalex.org/W2295405141","https://openalex.org/W2485907003","https://openalex.org/W2504134309","https://openalex.org/W2560705663","https://openalex.org/W2561535255","https://openalex.org/W2771318405","https://openalex.org/W2790961768","https://openalex.org/W2798878556","https://openalex.org/W2889429447","https://openalex.org/W2897938635","https://openalex.org/W2899242647","https://openalex.org/W2905170444","https://openalex.org/W2917100477","https://openalex.org/W2951777958","https://openalex.org/W2952375713","https://openalex.org/W2952620776","https://openalex.org/W2962734576","https://openalex.org/W2963363198","https://openalex.org/W2963510321","https://openalex.org/W2974914290","https://openalex.org/W3008591352","https://openalex.org/W3015920691","https://openalex.org/W3042722602","https://openalex.org/W3044236731","https://openalex.org/W3046749939","https://openalex.org/W3047193243","https://openalex.org/W3124546450","https://openalex.org/W3125572105","https://openalex.org/W3130607852","https://openalex.org/W3142226569","https://openalex.org/W3144365080","https://openalex.org/W3180220247","https://openalex.org/W3180630537","https://openalex.org/W3194549684","https://openalex.org/W3198776139","https://openalex.org/W3200084004","https://openalex.org/W3202708773","https://openalex.org/W3211672829","https://openalex.org/W4211069933","https://openalex.org/W4212984283","https://openalex.org/W4220911063","https://openalex.org/W4281255776","https://openalex.org/W4282590766","https://openalex.org/W4292257940","https://openalex.org/W4294690872","https://openalex.org/W4294691757","https://openalex.org/W4300171661","https://openalex.org/W4308481155","https://openalex.org/W4308835209","https://openalex.org/W4309074622","https://openalex.org/W4321347860","https://openalex.org/W4364387346","https://openalex.org/W4367609927","https://openalex.org/W4380874623","https://openalex.org/W4383104914","https://openalex.org/W4385080200","https://openalex.org/W6604477569","https://openalex.org/W6638545294","https://openalex.org/W6801189762","https://openalex.org/W6801641874","https://openalex.org/W6852040001"],"related_works":["https://openalex.org/W2098373948","https://openalex.org/W1534867933","https://openalex.org/W2587713090","https://openalex.org/W2963141266","https://openalex.org/W2090610152","https://openalex.org/W2896393657","https://openalex.org/W2744712844","https://openalex.org/W4310719664","https://openalex.org/W2742276804","https://openalex.org/W4360952157"],"abstract_inverted_index":{"Abstract":[0],"Designing":[1],"processors":[2],"for":[3,52,71,85,152],"implantable":[4],"closed-loop":[5,53,155,186],"neuromodulation":[6],"systems":[7],"presents":[8],"a":[9,73,122,137],"formidable":[10],"challenge":[11],"owing":[12],"to":[13,110,161],"the":[14,45,58,78,153,173],"constrained":[15],"operational":[16,166],"environment,":[17],"which":[18],"requires":[19],"low":[20,86],"latency":[21,87,106],"and":[22,35,47,62,81,88,107,165,181],"high":[23,89,105],"energy":[24,61,90],"efficacy.":[25],"Previous":[26],"benchmarks":[27,67],"have":[28,119],"provided":[29],"limited":[30],"insights":[31],"into":[32],"power":[33],"consumption":[34],"latency.":[36],"However,":[37],"this":[38,125],"study":[39,66,95],"introduces":[40],"algorithmic":[41],"metrics":[42],"that":[43,97],"capture":[44],"potential":[46,170],"limitations":[48],"of":[49,60,139,145,175],"neural":[50,92,113,116,156,176],"decoders":[51,99],"intra-cortical":[54,187],"brain\u2013computer":[55],"interfaces":[56],"in":[57,171,185],"context":[59],"hardware":[63],"constraints.":[64],"This":[65],"common":[68],"decoding":[69,102,130,163],"methods":[70],"predicting":[72],"primate\u2019s":[74],"finger":[75],"kinematics":[76],"from":[77],"motor":[79],"cortex":[80],"explores":[82],"their":[83],"suitability":[84],"efficient":[91],"decoding.":[93],"The":[94],"found":[96],"ANN-based":[98],"provide":[100],"superior":[101],"accuracy,":[103],"requiring":[104],"many":[108],"operations":[109],"effectively":[111],"decode":[112],"signals.":[114],"Spiking":[115],"networks":[117],"(SNNs)":[118],"emerged":[120],"as":[121],"solution,":[123],"bridging":[124],"gap":[126],"by":[127],"achieving":[128],"competitive":[129],"performance":[131],"within":[132],"sub-10":[133],"ms":[134],"while":[135],"utilizing":[136],"fraction":[138],"computational":[140],"resources.":[141],"These":[142],"distinctive":[143],"advantages":[144],"neuromorphic":[146],"SNNs":[147],"make":[148],"them":[149],"highly":[150],"suitable":[151],"challenging":[154],"modulation":[157],"environment.":[158],"Their":[159],"capacity":[160],"balance":[162],"accuracy":[164],"efficiency":[167],"offers":[168],"immense":[169],"reshaping":[172],"landscape":[174],"decoders,":[177],"fostering":[178],"greater":[179],"understanding,":[180],"opening":[182],"new":[183],"frontiers":[184],"human-machine":[188],"interaction.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}